Assignment1 / app.py
CR7CAD's picture
Update app.py
cd245d5 verified
raw
history blame
5.02 kB
# import part
import streamlit as st
from transformers import pipeline
import torch
from PIL import Image
import io
import os
from huggingface_hub import InferenceClient
import numpy as np
import base64
# function part
# img2text
def img2text(image_path):
image_to_text = pipeline("image-to-text", model="noamrot/FuseCap_Image_Captioning")
text = image_to_text(image_path)[0]["generated_text"]
return text
# text2story
def text2story(text):
# Using Llama model through API to avoid GGUF format complexities in Streamlit
client = InferenceClient(model="MaziyarPanahi/Llama-3.2-1B-Instruct-GGUF")
# Create a prompt for the story generation
prompt = f"""Write a fun, engaging children's story of about 100 words based on this caption:
"{text}"
The story should be suitable for kids aged 3-10 years old, with simple language, positive themes, and a clear beginning, middle, and end.
"""
# Generate the story
story_text = client.text_generation(
prompt,
max_new_tokens=250,
temperature=0.7,
top_p=0.9,
repetition_penalty=1.2
)
return story_text
# text2audio
def text2audio(story_text):
# Using Bark text-to-speech model
tts = pipeline("text-to-speech", model="suno/bark")
# Generate audio with a voice suitable for children's stories
audio_output = tts(
text=story_text,
forward_params={"speaker": "v2/en_speaker_6", "text_temp": 0.7}
)
return {
"audio": audio_output["audio"],
"sampling_rate": audio_output["sampling_rate"]
}
# Function to save temporary image file
def save_uploaded_image(uploaded_file):
# Create a temp directory if it doesn't exist
if not os.path.exists("temp"):
os.makedirs("temp")
# Define the path to save the image
image_path = os.path.join("temp", uploaded_file.name)
# Save the image
with open(image_path, "wb") as f:
f.write(uploaded_file.getvalue())
return image_path
# main part
st.set_page_config(
page_title="Kids Storytelling Magic",
page_icon="πŸ“š",
layout="centered"
)
# Add some CSS for a child-friendly interface
st.markdown("""
<style>
.main {
background-color: #f0f8ff;
}
h1, h2, h3 {
color: #1e90ff;
}
.stButton>button {
background-color: #ff6b6b;
color: white;
font-size: 1.2rem;
border-radius: 10px;
padding: 0.5rem 1rem;
}
</style>
""", unsafe_allow_html=True)
st.title("🧸 Kids Storytelling Magic πŸ¦„")
st.subheader("Upload a picture and hear a magical story!")
uploaded_file = st.file_uploader("Choose a fun picture...", type=["jpg", "jpeg", "png"])
if uploaded_file is not None:
# Display a loading spinner
with st.spinner("Working on your magical story..."):
# Display the uploaded image
st.image(uploaded_file, caption="Your magical picture", use_column_width=True)
# Save the image temporarily
image_path = save_uploaded_image(uploaded_file)
# Stage 1: Image to Text
with st.spinner("Looking at your picture..."):
caption = img2text(image_path)
st.markdown("### πŸ“ I see...")
st.write(caption)
# Stage 2: Text to Story
with st.spinner("Creating your story..."):
story = text2story(caption)
st.markdown("### πŸ“– Your Story")
st.write(story)
# Stage 3: Story to Audio data
with st.spinner("Making your story speak..."):
try:
audio_data = text2audio(story)
# Add a play button with cute icon
st.markdown("### πŸ”Š Listen to your story")
if st.button("🎡 Play Story"):
st.audio(
audio_data["audio"],
format="audio/wav",
start_time=0,
sample_rate=audio_data["sampling_rate"]
)
except Exception as e:
st.error(f"Oops! Something went wrong with the audio: {str(e)}")
st.write("But you can still read the story above!")
# Clean up - delete the temporary image
try:
os.remove(image_path)
except:
pass
else:
# Show instructions with a friendly message
st.markdown("""
### How to use:
1. Click the button above to upload a picture
2. Wait for the magical story to appear
3. Press play to hear your story!
Try pictures of animals, nature, toys, or anything fun!
""")
# Show a placeholder image
st.image("https://placehold.co/600x400/9370db/ffffff?text=Upload+an+image+to+start+the+magic!",
caption="Ready for your picture!", use_column_width=True)
# Add a footer
st.markdown("---")
st.markdown("Made for kids to enjoy the stories")